{"id":"W4210810909","doi":"10.2196/preprints.13571","title":"The Impact of Treatment Adherence for Patients With Diabetes and Hypertension on Cardiovascular Disease Risk: Protocol for a Retrospective Cohort Study, 2008-2018 (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; North York General Hospital; Sinai Health System; Lunenfeld-Tanenbaum Research Institute; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Diabetes mellitus; Disease; Proportional hazards model; Retrospective cohort study; Cohort; Glycemic; Population; Cohort study; Intensive care medicine; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02779266,0.002159021,0.002489744,0.002706455,0.004708884,0.002441161,0.002619566,0.002477119,0.02942607],"category_scores_gemma":[0.03306372,0.002339957,0.003831219,0.004741452,0.001448705,0.001760278,0.002124079,0.002602628,0.007244222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0100731,"about_ca_system_score_gemma":0.03815814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04961453,"about_ca_topic_score_gemma":0.07568459,"domain_scores_codex":[0.9867281,0.006046324,0.003078195,0.001491082,0.00158666,0.001069591],"domain_scores_gemma":[0.9772637,0.00276969,0.003389966,0.003574172,0.01103286,0.001969509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.09731579,0.01130649,0.1403843,0.03527917,0.0036909,0.001284045,0.006391215,0.00624055,0.003371018,0.009624152,0.5705087,0.1146038],"study_design_scores_gemma":[0.08915599,0.01456568,0.4736456,0.015654,0.002392574,0.0006159859,0.005074267,0.005184906,0.0027813,0.005299209,0.3848186,0.0008118706],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.007074588,0.0002717905,0.002867574,0.0004378982,0.0003097233,0.9360272,0.05087104,0.0001231002,0.002017089],"genre_scores_gemma":[0.003368142,0.0001097728,0.002628818,0.0001723181,0.00003509291,0.9873329,0.005903051,0.000008518156,0.0004414745],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04961453,"threshold_uncertainty_score":0.1469834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03525956527210077,"score_gpt":0.3208614297947797,"score_spread":0.2856018645226789,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}